{"id":"W1984128804","doi":"10.1107/s0907444905017336","title":"A nanovolume crystallization robot that creates its crystallization screens on-the-fly","year":2005,"lang":"en","type":"article","venue":"Acta Crystallographica Section D Biological Crystallography","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Crystallization; Robot; Computer science; Asynchronous communication; Software; Computer hardware; Artificial intelligence; Engineering; Chemical engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00123815,0.0009793458,0.0007285778,0.0009928168,0.001591981,0.0005783027,0.001000089,0.0009651065,0.003608483],"category_scores_gemma":[0.0003958873,0.0006636133,0.0007862867,0.002737867,0.0008916638,0.00099239,0.0002341362,0.0008031091,0.00002733323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345443,"about_ca_system_score_gemma":0.0000640307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005127755,"about_ca_topic_score_gemma":0.0002503773,"domain_scores_codex":[0.9941388,0.000798871,0.001058151,0.001653836,0.001067101,0.001283248],"domain_scores_gemma":[0.9967266,0.0006271414,0.0007076248,0.001006761,0.0005288367,0.0004030343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000391232,0.0003637293,0.003722156,0.00002859964,0.0001136459,0.000008373304,0.0001404241,0.0009523534,0.9864324,0.003070422,0.004450806,0.0003258142],"study_design_scores_gemma":[0.003115556,0.004549942,0.05798834,0.0002743077,0.0003482259,0.0002905175,0.001185088,0.001361008,0.06084074,0.007050279,0.8594794,0.003516556],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575787,0.0005765929,0.02530968,0.004468099,0.001203233,0.001803992,0.00017865,0.001739173,0.007141865],"genre_scores_gemma":[0.9929166,0.000672775,0.001543306,0.002675598,0.00111355,0.0003004001,0.000329374,0.00009532413,0.0003531082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9255917,"threshold_uncertainty_score":0.9997078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03008067271268689,"score_gpt":0.2310652231642571,"score_spread":0.2009845504515702,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}